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Large language models show systematic failures in incorporating evolving medical knowledge

arXiv:2610.30631v1 Announce Type: new Abstract: Medical knowledge evolves as clinical guidelines revise recommendations, yet whether large language models (LLMs) faithfully incorporate such changes remains unclear. We introduce ChronoEvo, comprising 1,709 recommendation-level revisions across 12 fo…

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  1. 2026-10-23 04:00 · arXiv cs.AI
    Large language models show systematic failures in incorporating evolving medical knowledge

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